Core Concepts
HGConv introduces efficient long-range prediction for malware detection.
Stats
HGConv achieved new SOTA results on Microsoft Malware Classification Challenge, Drebin, and EMBER malware benchmarks.
Empirical results demonstrate substantially faster run-time by HGConv compared to other methods.
HGConv shows log-linear complexity in sequence length.
Quotes
"HGConv achieved the best results for all the datasets with the smallest standard deviation."
"HGConv not only achieves the best accuracy but also takes the least amount of time among all the compared methods."